{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Kaggle Compeition with Titanic Dataset using ML.NET AutoML"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "This notebook shows how to anticipate the [well-known titanic competition](https://www.kaggle.com/c/titanic) on kaggle using ml.net. In this notebook, you will learn how to\n",
        "- Create pipeline for titanic\n",
        "- Use AutoML API to run hyper-parameter optimization on that pipeline and get the best model\n",
        "- Predict using the best model, and save predicting result to csv for submission"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Install NuGet packages for training ML.NET models and plotting:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "dotnet_interactive": {
          "language": "csharp"
        }
      },
      "source": [
        "// using nightly-build\n",
        "#i \"nuget:https://pkgs.dev.azure.com/dnceng/public/_packaging/MachineLearning/nuget/v3/index.json\"\n",
        "#r \"nuget: Plotly.NET.Interactive, 3.0.2\"\n",
        "#r \"nuget: Plotly.NET.CSharp, 0.0.1\"\n",
        "#r \"nuget: Microsoft.ML.AutoML, 0.20.0-preview.22356.1\"\n",
        "#r \"nuget: Microsoft.Data.Analysis, 0.20.0-preview.22356.1\""
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": "<div><div><strong>Restore sources</strong><ul><li><span>https://pkgs.dev.azure.com/dnceng/public/_packaging/MachineLearning/nuget/v3/index.json</span></li></ul></div><div></div><div><strong>Installed Packages</strong><ul><li><span>Microsoft.Data.Analysis, 0.20.0-preview.22356.1</span></li><li><span>Microsoft.ML.AutoML, 0.20.0-preview.22356.1</span></li><li><span>Plotly.NET.CSharp, 0.0.1</span></li><li><span>Plotly.NET.Interactive, 3.0.2</span></li></ul></div></div>"
          },
          "execution_count": 1,
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Import packages"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "dotnet_interactive": {
          "language": "csharp"
        }
      },
      "source": [
        "// Import usings.\n",
        "using Microsoft.Data.Analysis;\n",
        "using System;\n",
        "using System.IO;\n",
        "using Microsoft.ML;\n",
        "using Microsoft.ML.AutoML;\n",
        "using Microsoft.ML.Data;"
      ],
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Load Dataset\n",
        "The dataset comes from [kaggle titanic](https://www.kaggle.com/competitions/titanic/data) and is split into __train.csv__ and __test.csv__. __train.csv__ includes feature columns like `Sex`, `Pclass`, etc.. and also ground truth label for us to train a model while __test.csv__ only contains feature columns.\n",
        "\n",
        "In the following section, we are going to load and split __train.csv__ into training and validation set using `DataFrame` api, and preview the first 10 line of it."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### Download or Locate Data\n",
        "The following code tries to locate the data file in a few known locations or it will download it from the known GitHub location."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "dotnet_interactive": {
          "language": "csharp"
        }
      },
      "source": [
        "using System;\n",
        "using System.IO;\n",
        "using System.Net;\n",
        "\n",
        "string EnsureDataSetDownloaded(string fileName)\n",
        "{\n",
        "\n",
        "\t// This is the path if the repo has been checked out.\n",
        "\tvar filePath = Path.Combine(Directory.GetCurrentDirectory(),\"data\", fileName);\n",
        "\n",
        "\tif (!File.Exists(filePath))\n",
        "\t{\n",
        "\t\t// This is the path if the file has already been downloaded.\n",
        "\t\tfilePath = Path.Combine(Directory.GetCurrentDirectory(), fileName);\n",
        "\t}\n",
        "\n",
        "\tif (!File.Exists(filePath))\n",
        "\t{\n",
        "\t\tusing (var client = new WebClient())\n",
        "\t\t{\n",
        "\t\t\tclient.DownloadFile($\"https://raw.githubusercontent.com/dotnet/csharp-notebooks/main/machine-learning/data/{fileName}\", filePath);\n",
        "\t\t}\n",
        "\t\tConsole.WriteLine($\"Downloaded {fileName}  to : {filePath}\");\n",
        "\t}\n",
        "\telse\n",
        "\t{\n",
        "\t\tConsole.WriteLine($\"{fileName} found here: {filePath}\");\n",
        "\t}\n",
        "\n",
        "\treturn filePath;\n",
        "}"
      ],
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "dotnet_interactive": {
          "language": "csharp"
        }
      },
      "source": [
        "var context = new MLContext();\n",
        "\n",
        "//Load File\n",
        "var trainDataPath = EnsureDataSetDownloaded(\"titanic-train.csv\");\n",
        "var df = DataFrame.LoadCsv(trainDataPath);\n",
        "\n",
        "var trainTestSplit = context.Data.TrainTestSplit(df, 0.1);\n",
        "df.Head(10)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": "<table id=\"table_637934955308061881\"><thead><tr><th><i>index</i></th><th>PassengerId</th><th>Survived</th><th>Pclass</th><th>Name</th><th>Sex</th><th>Age</th><th>SibSp</th><th>Parch</th><th>Ticket</th><th>Fare</th><th>Cabin</th><th>Embarked</th></tr></thead><tbody><tr><td><i><div class=\"dni-plaintext\">0</div></i></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">3</div></td><td>Braund, Mr. Owen Harris</td><td>male</td><td><div class=\"dni-plaintext\">22</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td>A/5 21171</td><td><div class=\"dni-plaintext\">7.25</div></td><td></td><td>S</td></tr><tr><td><i><div class=\"dni-plaintext\">1</div></i></td><td><div class=\"dni-plaintext\">2</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">1</div></td><td>Cumings, Mrs. John Bradley (Florence Briggs Thayer)</td><td>female</td><td><div class=\"dni-plaintext\">38</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td>PC 17599</td><td><div class=\"dni-plaintext\">71.2833</div></td><td>C85</td><td>C</td></tr><tr><td><i><div class=\"dni-plaintext\">2</div></i></td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">3</div></td><td>Heikkinen, Miss. Laina</td><td>female</td><td><div class=\"dni-plaintext\">26</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td>STON/O2. 3101282</td><td><div class=\"dni-plaintext\">7.925</div></td><td></td><td>S</td></tr><tr><td><i><div class=\"dni-plaintext\">3</div></i></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">1</div></td><td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td><td>female</td><td><div class=\"dni-plaintext\">35</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td>113803</td><td><div class=\"dni-plaintext\">53.1</div></td><td>C123</td><td>S</td></tr><tr><td><i><div class=\"dni-plaintext\">4</div></i></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">3</div></td><td>Allen, Mr. William Henry</td><td>male</td><td><div class=\"dni-plaintext\">35</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td>373450</td><td><div class=\"dni-plaintext\">8.05</div></td><td></td><td>S</td></tr><tr><td><i><div class=\"dni-plaintext\">5</div></i></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">3</div></td><td>Moran, Mr. James</td><td>male</td><td><div class=\"dni-plaintext\">&lt;null&gt;</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td>330877</td><td><div class=\"dni-plaintext\">8.4583</div></td><td></td><td>Q</td></tr><tr><td><i><div class=\"dni-plaintext\">6</div></i></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">1</div></td><td>McCarthy, Mr. Timothy J</td><td>male</td><td><div class=\"dni-plaintext\">54</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td>17463</td><td><div class=\"dni-plaintext\">51.8625</div></td><td>E46</td><td>S</td></tr><tr><td><i><div class=\"dni-plaintext\">7</div></i></td><td><div class=\"dni-plaintext\">8</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">3</div></td><td>Palsson, Master. Gosta Leonard</td><td>male</td><td><div class=\"dni-plaintext\">2</div></td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">1</div></td><td>349909</td><td><div class=\"dni-plaintext\">21.075</div></td><td></td><td>S</td></tr><tr><td><i><div class=\"dni-plaintext\">8</div></i></td><td><div class=\"dni-plaintext\">9</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">3</div></td><td>Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)</td><td>female</td><td><div class=\"dni-plaintext\">27</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">2</div></td><td>347742</td><td><div class=\"dni-plaintext\">11.1333</div></td><td></td><td>S</td></tr><tr><td><i><div class=\"dni-plaintext\">9</div></i></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">2</div></td><td>Nasser, Mrs. Nicholas (Adele Achem)</td><td>female</td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td>237736</td><td><div class=\"dni-plaintext\">30.0708</div></td><td></td><td>C</td></tr></tbody></table>"
          },
          "execution_count": 1,
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Construct training pipeline\n",
        "The following code shows how to construct sweepable pipeline with default binary classifiers and search space for hyper-parameter optimization. The sweepable pipeline comes with featurize pipeline first, which transfers columns into a single feature and then feeds into binary classifiers."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "dotnet_interactive": {
          "language": "csharp"
        }
      },
      "source": [
        "var pipeline = context.Auto().Featurizer(df, excludeColumns: new[]{\"Survived\"})\n",
        "                        .Append(context.Transforms.Conversion.ConvertType(\"Survived\", \"Survived\", DataKind.Boolean))\n",
        "\t\t\t\t\t    .Append(context.Auto().BinaryClassification(labelColumnName: \"Survived\", useFastForest: false, useSdca: false, useLbfgs: false));"
      ],
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Run Hyper-parameter optimization using AutoMLExperiment\n",
        "The following code shows how to use `AutoMLExperiment` to sweep over the sweepable pipeline created before and optimize for the best parameters. During the 300 seconds training time budget, it will train model on `trainTestSplit.TrainSet`, and evaluate model with `trainTestSplit.TestSet` using `Accuracy` metric. While training, the `NotebookMonitor` helps organize the experiment output and plotting it in output panel. "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "dotnet_interactive": {
          "language": "csharp"
        }
      },
      "source": [
        "// Configure AutoML\n",
        "var monitor = new NotebookMonitor();\n",
        "\n",
        "var experiment = context.Auto().CreateExperiment()\n",
        "                    .SetPipeline(pipeline)\n",
        "                    .SetTrainingTimeInSeconds(60)\n",
        "                    .SetDataset(trainTestSplit.TrainSet, trainTestSplit.TestSet)\n",
        "                    .SetEvaluateMetric(BinaryClassificationMetric.Accuracy, \"Survived\", \"PredictedLabel\")\n",
        "                    .SetMonitor(monitor);\n",
        "\n",
        "// Configure Visualizer\t\t\t\n",
        "monitor.SetUpdate(monitor.Display());\n",
        "\n",
        "// Start Experiment\n",
        "var res = await experiment.RunAsync();"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": "<div><h3>Best Trial</h3><p>Id: 121</p><p>Trainer: ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</p><p>Parameters: {\r\n  &quot;0&quot;: {\r\n    &quot;OutputColumnNames&quot;: [\r\n      &quot;PassengerId&quot;,\r\n      &quot;Pclass&quot;,\r\n      &quot;Age&quot;,\r\n      &quot;SibSp&quot;,\r\n      &quot;Parch&quot;,\r\n      &quot;Fare&quot;\r\n    ],\r\n    &quot;InputColumnNames&quot;: [\r\n      &quot;PassengerId&quot;,\r\n      &quot;Pclass&quot;,\r\n      &quot;Age&quot;,\r\n      &quot;SibSp&quot;,\r\n      &quot;Parch&quot;,\r\n      &quot;Fare&quot;\r\n    ]\r\n  },\r\n  &quot;1&quot;: {\r\n    &quot;OutputColumnNames&quot;: [\r\n      &quot;Sex&quot;,\r\n      &quot;Cabin&quot;,\r\n      &quot;Embarked&quot;\r\n    ],\r\n    &quot;InputColumnNames&quot;: [\r\n      &quot;Sex&quot;,\r\n      &quot;Cabin&quot;,\r\n      &quot;Embarked&quot;\r\n    ]\r\n  },\r\n  &quot;2&quot;: {\r\n    &quot;InputColumnName&quot;: &quot;Name&quot;,\r\n    &quot;OutputColumnName&quot;: &quot;Name&quot;\r\n  },\r\n  &quot;3&quot;: {\r\n    &quot;InputColumnNames&quot;: [\r\n      &quot;Name&quot;,\r\n      &quot;PassengerId&quot;,\r\n      &quot;Pclass&quot;,\r\n      &quot;Age&quot;,\r\n      &quot;SibSp&quot;,\r\n      &quot;Parch&quot;,\r\n      &quot;Fare&quot;,\r\n      &quot;Sex&quot;,\r\n      &quot;Cabin&quot;,\r\n      &quot;Embarked&quot;\r\n    ],\r\n    &quot;OutputColumnName&quot;: &quot;Features&quot;\r\n  },\r\n  &quot;4&quot;: {},\r\n  &quot;5&quot;: {\r\n    &quot;NumberOfLeaves&quot;: 6,\r\n    &quot;MinimumExampleCountPerLeaf&quot;: 34,\r\n    &quot;LearningRate&quot;: 0.9999997766729865,\r\n    &quot;NumberOfTrees&quot;: 9,\r\n    &quot;SubsampleFraction&quot;: 0.9999997766729865,\r\n    &quot;MaximumBinCountPerFeature&quot;: 56,\r\n    &quot;FeatureFraction&quot;: 0.99999999,\r\n    &quot;L1Regularization&quot;: 1.1267505839134357E-08,\r\n    &quot;L2Regularization&quot;: 0.9999997766729865,\r\n    &quot;LabelColumnName&quot;: &quot;Survived&quot;,\r\n    &quot;FeatureColumnName&quot;: &quot;Features&quot;\r\n  }\r\n}</p><h3>Active Trial</h3><p>Id: 242</p><p>Trainer: ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</p><p>Parameters: {\r\n  &quot;0&quot;: {\r\n    &quot;OutputColumnNames&quot;: [\r\n      &quot;PassengerId&quot;,\r\n      &quot;Pclass&quot;,\r\n      &quot;Age&quot;,\r\n      &quot;SibSp&quot;,\r\n      &quot;Parch&quot;,\r\n      &quot;Fare&quot;\r\n    ],\r\n    &quot;InputColumnNames&quot;: [\r\n      &quot;PassengerId&quot;,\r\n      &quot;Pclass&quot;,\r\n      &quot;Age&quot;,\r\n      &quot;SibSp&quot;,\r\n      &quot;Parch&quot;,\r\n      &quot;Fare&quot;\r\n    ]\r\n  },\r\n  &quot;1&quot;: {\r\n    &quot;OutputColumnNames&quot;: [\r\n      &quot;Sex&quot;,\r\n      &quot;Cabin&quot;,\r\n      &quot;Embarked&quot;\r\n    ],\r\n    &quot;InputColumnNames&quot;: [\r\n      &quot;Sex&quot;,\r\n      &quot;Cabin&quot;,\r\n      &quot;Embarked&quot;\r\n    ]\r\n  },\r\n  &quot;2&quot;: {\r\n    &quot;InputColumnName&quot;: &quot;Name&quot;,\r\n    &quot;OutputColumnName&quot;: &quot;Name&quot;\r\n  },\r\n  &quot;3&quot;: {\r\n    &quot;InputColumnNames&quot;: [\r\n      &quot;Name&quot;,\r\n      &quot;PassengerId&quot;,\r\n      &quot;Pclass&quot;,\r\n      &quot;Age&quot;,\r\n      &quot;SibSp&quot;,\r\n      &quot;Parch&quot;,\r\n      &quot;Fare&quot;,\r\n      &quot;Sex&quot;,\r\n      &quot;Cabin&quot;,\r\n      &quot;Embarked&quot;\r\n    ],\r\n    &quot;OutputColumnName&quot;: &quot;Features&quot;\r\n  },\r\n  &quot;4&quot;: {},\r\n  &quot;5&quot;: {\r\n    &quot;NumberOfLeaves&quot;: 4,\r\n    &quot;MinimumExampleCountPerLeaf&quot;: 20,\r\n    &quot;LearningRate&quot;: 0.15021735812603976,\r\n    &quot;NumberOfTrees&quot;: 4,\r\n    &quot;SubsampleFraction&quot;: 0.9999997766729865,\r\n    &quot;MaximumBinCountPerFeature&quot;: 274,\r\n    &quot;FeatureFraction&quot;: 0.99999999,\r\n    &quot;L1Regularization&quot;: 3.892482092856976E-10,\r\n    &quot;L2Regularization&quot;: 0.22799855699017196,\r\n    &quot;LabelColumnName&quot;: &quot;Survived&quot;,\r\n    &quot;FeatureColumnName&quot;: &quot;Features&quot;\r\n  }\r\n}</p></div><div><h3>Plot Metrics over Trials</h3></div>\n<div>\n    <div id=\"c6c8c791-3a54-4f50-914c-0437036973af\"><!-- Plotly chart will be drawn inside this DIV --></div>\r\n<script type=\"text/javascript\">\r\n\r\n            var renderPlotly_c6c8c7913a544f50914c0437036973af = function() {\r\n            var fsharpPlotlyRequire = requirejs.config({context:'fsharp-plotly',paths:{plotly:'https://cdn.plot.ly/plotly-2.6.3.min'}}) || require;\r\n            fsharpPlotlyRequire(['plotly'], function(Plotly) {\r\n\r\n            var data = [{\"type\":\"scatter\",\"name\":\"Plot Metrics over 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class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:255,&quot;FeatureFraction&quot;:1,&quot;LearningRate&quot;:0.09999999999999998,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">1</div></i></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0.75641024</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:7,&quot;MinimumExampleCountPerLeaf&quot;:30,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:283,&quot;FeatureFraction&quot;:0.9905160646929464,&quot;LearningRate&quot;:0.17597948506655856,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">2</div></i></td><td><div class=\"dni-plaintext\">2</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:30,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:282,&quot;FeatureFraction&quot;:0.9905160646929464,&quot;LearningRate&quot;:0.17597948506655856,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">3</div></i></td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:1,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:1,&quot;MaximumBinCountPerFeature&quot;:255,&quot;FeatureFraction&quot;:1,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:1,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">4</div></i></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:1,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:1,&quot;MaximumBinCountPerFeature&quot;:254,&quot;FeatureFraction&quot;:1,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:1,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">5</div></i></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:13,&quot;NumberOfTrees&quot;:25,&quot;MaximumBinCountPerFeature&quot;:228,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.05682480543807603,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">6</div></i></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">0.7692308</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:59,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:328,&quot;FeatureFraction&quot;:0.817539341499299,&quot;LearningRate&quot;:0.2790885552842522,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">7</div></i></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:9,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:6,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:111,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2.0709042060887745E-10,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">8</div></i></td><td><div class=\"dni-plaintext\">8</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:210,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.1699407406579526,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">9</div></i></td><td><div class=\"dni-plaintext\">9</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:240,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.11096398823215574,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">10</div></i></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:16,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:353,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.4104833387805974,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">11</div></i></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">0.74358976</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:30,&quot;LearningRate&quot;:0.0941551778537976,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.15983693435315902,&quot;MaximumBinCountPerFeature&quot;:304,&quot;FeatureFraction&quot;:0.9492707299038156,&quot;L1Regularization&quot;:4.6713321218211016E-09,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">12</div></i></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">0.7692308</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:24,&quot;LearningRate&quot;:0.17223384137455072,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.11986913799113136,&quot;MaximumBinCountPerFeature&quot;:574,&quot;FeatureFraction&quot;:0.9718524904736947,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.5734388564385697,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">13</div></i></td><td><div class=\"dni-plaintext\">13</div></td><td><div class=\"dni-plaintext\">0.78205127</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:61,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:147,&quot;FeatureFraction&quot;:0.9280783765808472,&quot;LearningRate&quot;:0.0035047088530450196,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">14</div></i></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:24,&quot;NumberOfTrees&quot;:24,&quot;MaximumBinCountPerFeature&quot;:183,&quot;FeatureFraction&quot;:0.9082941383496194,&quot;LearningRate&quot;:0.02436152470818061,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">15</div></i></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.4516160170632714,&quot;MaximumBinCountPerFeature&quot;:417,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.4390413079919589,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">16</div></i></td><td><div class=\"dni-plaintext\">16</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:21,&quot;LearningRate&quot;:0.3662108071453445,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:121,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:7.419652797466655E-10,&quot;L2Regularization&quot;:0.13508866165415578,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">17</div></i></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;NumberOfTrees&quot;:25,&quot;MaximumBinCountPerFeature&quot;:390,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">18</div></i></td><td><div class=\"dni-plaintext\">18</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:34,&quot;LearningRate&quot;:0.9435090030480665,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.001451233773160358,&quot;MaximumBinCountPerFeature&quot;:718,&quot;FeatureFraction&quot;:0.9068067640823682,&quot;L1Regularization&quot;:6.376719862943172E-10,&quot;L2Regularization&quot;:0.5469586841469087,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">19</div></i></td><td><div class=\"dni-plaintext\">19</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:7,&quot;MinimumExampleCountPerLeaf&quot;:39,&quot;NumberOfTrees&quot;:7,&quot;MaximumBinCountPerFeature&quot;:374,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.050167238535309765,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">20</div></i></td><td><div class=\"dni-plaintext\">20</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:13,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:5,&quot;SubsampleFraction&quot;:0.9632127596675746,&quot;MaximumBinCountPerFeature&quot;:524,&quot;FeatureFraction&quot;:0.9549688779172646,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">21</div></i></td><td><div class=\"dni-plaintext\">21</div></td><td><div class=\"dni-plaintext\">0.75641024</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:37,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:242,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.3524165091627233,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">22</div></i></td><td><div class=\"dni-plaintext\">22</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:33,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:166,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">23</div></i></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.500629776396828,&quot;NumberOfTrees&quot;:11,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:266,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:1.0246234292708982E-08,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">24</div></i></td><td><div class=\"dni-plaintext\">24</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:9,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:173,&quot;FeatureFraction&quot;:0.9026094031976301,&quot;LearningRate&quot;:0.19933327589800634,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">25</div></i></td><td><div class=\"dni-plaintext\">25</div></td><td><div class=\"dni-plaintext\">0.55128205</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:22,&quot;LearningRate&quot;:0.021639344908127058,&quot;NumberOfTrees&quot;:6,&quot;SubsampleFraction&quot;:0.6382028609128156,&quot;MaximumBinCountPerFeature&quot;:1022,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:3.2601234892971857E-10,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">26</div></i></td><td><div class=\"dni-plaintext\">26</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:6,&quot;NumberOfTrees&quot;:15,&quot;MaximumBinCountPerFeature&quot;:348,&quot;FeatureFraction&quot;:0.7861862507783249,&quot;LearningRate&quot;:0.0022102725414578513,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">27</div></i></td><td><div class=\"dni-plaintext\">27</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:28,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.43072886805689126,&quot;MaximumBinCountPerFeature&quot;:242,&quot;FeatureFraction&quot;:0.9907189250632881,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.20028737312032097,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">28</div></i></td><td><div class=\"dni-plaintext\">28</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:12,&quot;NumberOfTrees&quot;:12,&quot;MaximumBinCountPerFeature&quot;:127,&quot;FeatureFraction&quot;:0.9610137714910668,&quot;LearningRate&quot;:0.01563485124184435,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">29</div></i></td><td><div class=\"dni-plaintext\">29</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:10,&quot;SubsampleFraction&quot;:0.3195802453413877,&quot;MaximumBinCountPerFeature&quot;:142,&quot;FeatureFraction&quot;:0.7940853284034489,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.047483019107572834,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">30</div></i></td><td><div class=\"dni-plaintext\">30</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:55,&quot;LearningRate&quot;:0.9640792834969469,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.17240781350366566,&quot;MaximumBinCountPerFeature&quot;:206,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.011467283639466891,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">31</div></i></td><td><div class=\"dni-plaintext\">31</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:30,&quot;NumberOfTrees&quot;:51,&quot;MaximumBinCountPerFeature&quot;:232,&quot;FeatureFraction&quot;:0.9636790437092114,&quot;LearningRate&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">32</div></i></td><td><div class=\"dni-plaintext\">32</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:31,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:504,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.6395967473765589,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">33</div></i></td><td><div class=\"dni-plaintext\">33</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:34,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:511,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:5.397438733734877E-10,&quot;L2Regularization&quot;:0.8166407718368048,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">34</div></i></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">0.78205127</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:22,&quot;MinimumExampleCountPerLeaf&quot;:7,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:248,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.004896054169738959,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">35</div></i></td><td><div class=\"dni-plaintext\">35</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:6,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:282,&quot;FeatureFraction&quot;:0.7569466551628025,&quot;L1Regularization&quot;:7.284662618308166E-09,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">36</div></i></td><td><div class=\"dni-plaintext\">36</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:21,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.16213372861476014,&quot;NumberOfTrees&quot;:16,&quot;SubsampleFraction&quot;:0.09300692185731223,&quot;MaximumBinCountPerFeature&quot;:339,&quot;FeatureFraction&quot;:0.7563021156526072,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.23603679459909477,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">37</div></i></td><td><div class=\"dni-plaintext\">37</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:194,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.004252271437469358,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">38</div></i></td><td><div class=\"dni-plaintext\">38</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:4,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:142,&quot;FeatureFraction&quot;:0.8031060055241465,&quot;LearningRate&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">39</div></i></td><td><div class=\"dni-plaintext\">39</div></td><td><div class=\"dni-plaintext\">0.7692308</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:22,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:13,&quot;SubsampleFraction&quot;:0.38015843287440454,&quot;MaximumBinCountPerFeature&quot;:216,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.0014460455987366726,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">40</div></i></td><td><div class=\"dni-plaintext\">40</div></td><td><div class=\"dni-plaintext\">0.7051282</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:10,&quot;MinimumExampleCountPerLeaf&quot;:22,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:16,&quot;SubsampleFraction&quot;:0.0016998052094451938,&quot;MaximumBinCountPerFeature&quot;:362,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.025435872143812658,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">41</div></i></td><td><div class=\"dni-plaintext\">41</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:6,&quot;MaximumBinCountPerFeature&quot;:500,&quot;FeatureFraction&quot;:0.9672094105817056,&quot;LearningRate&quot;:0.0072050081738271685,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">42</div></i></td><td><div class=\"dni-plaintext\">42</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:9,&quot;MinimumExampleCountPerLeaf&quot;:39,&quot;NumberOfTrees&quot;:12,&quot;MaximumBinCountPerFeature&quot;:403,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.004433655275072074,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">43</div></i></td><td><div class=\"dni-plaintext\">43</div></td><td><div class=\"dni-plaintext\">0.55128205</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:34,&quot;LearningRate&quot;:0.014075611245979232,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.48802641670943736,&quot;MaximumBinCountPerFeature&quot;:267,&quot;FeatureFraction&quot;:0.8660354619036885,&quot;L1Regularization&quot;:1.5640286801652423E-09,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">44</div></i></td><td><div class=\"dni-plaintext\">44</div></td><td><div class=\"dni-plaintext\">0.7692308</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.0689388382871279,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:481,&quot;FeatureFraction&quot;:0.865726149265967,&quot;L1Regularization&quot;:9.245184248998138E-10,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">45</div></i></td><td><div class=\"dni-plaintext\">45</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:70,&quot;MinimumExampleCountPerLeaf&quot;:7,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:74,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.002509617191497645,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">46</div></i></td><td><div class=\"dni-plaintext\">46</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:17,&quot;NumberOfTrees&quot;:11,&quot;MaximumBinCountPerFeature&quot;:198,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.0001455735500194553,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">47</div></i></td><td><div class=\"dni-plaintext\">47</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:37,&quot;SubsampleFraction&quot;:0.14629964535427806,&quot;MaximumBinCountPerFeature&quot;:276,&quot;FeatureFraction&quot;:0.9442858621769591,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.2340335188800609,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">48</div></i></td><td><div class=\"dni-plaintext\">48</div></td><td><div class=\"dni-plaintext\">0.55128205</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:9,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.005002300333593271,&quot;NumberOfTrees&quot;:15,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:475,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.026571041405698718,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">49</div></i></td><td><div class=\"dni-plaintext\">49</div></td><td><div class=\"dni-plaintext\">0.7692308</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:10,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:26,&quot;MaximumBinCountPerFeature&quot;:113,&quot;FeatureFraction&quot;:0.9113657098024651,&quot;LearningRate&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">50</div></i></td><td><div class=\"dni-plaintext\">50</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:24,&quot;MinimumExampleCountPerLeaf&quot;:13,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:290,&quot;FeatureFraction&quot;:0.8674291063294122,&quot;LearningRate&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">51</div></i></td><td><div class=\"dni-plaintext\">51</div></td><td><div class=\"dni-plaintext\">0.55128205</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:46,&quot;LearningRate&quot;:0.0179483312254556,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:209,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:3.4437017120518405E-09,&quot;L2Regularization&quot;:0.1714072070676213,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">52</div></i></td><td><div class=\"dni-plaintext\">52</div></td><td><div class=\"dni-plaintext\">0.78205127</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:24,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:5,&quot;SubsampleFraction&quot;:0.03101493011981935,&quot;MaximumBinCountPerFeature&quot;:365,&quot;FeatureFraction&quot;:0.8208934688954823,&quot;L1Regularization&quot;:2.9134377524007435E-10,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">53</div></i></td><td><div class=\"dni-plaintext\">53</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:330,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:1.5036889767009267E-05,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">54</div></i></td><td><div class=\"dni-plaintext\">54</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:35,&quot;MinimumExampleCountPerLeaf&quot;:31,&quot;NumberOfTrees&quot;:13,&quot;MaximumBinCountPerFeature&quot;:501,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">55</div></i></td><td><div class=\"dni-plaintext\">55</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.5771557510749772,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.7984193619149416,&quot;MaximumBinCountPerFeature&quot;:206,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2.370126533282587E-10,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">56</div></i></td><td><div class=\"dni-plaintext\">56</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:29,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:312,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">57</div></i></td><td><div class=\"dni-plaintext\">57</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:27,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:197,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:1.6713639355310103E-05,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">58</div></i></td><td><div class=\"dni-plaintext\">58</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:7,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:114,&quot;FeatureFraction&quot;:0.9800542824293049,&quot;LearningRate&quot;:0.0016154589587319176,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">59</div></i></td><td><div class=\"dni-plaintext\">59</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:65,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:34,&quot;SubsampleFraction&quot;:0.23236830997259275,&quot;MaximumBinCountPerFeature&quot;:280,&quot;FeatureFraction&quot;:0.965965379503957,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.0062922732388701426,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">60</div></i></td><td><div class=\"dni-plaintext\">60</div></td><td><div class=\"dni-plaintext\">0.55128205</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:18,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.007355473476358514,&quot;NumberOfTrees&quot;:17,&quot;SubsampleFraction&quot;:0.04381281941068956,&quot;MaximumBinCountPerFeature&quot;:559,&quot;FeatureFraction&quot;:0.9698365860967791,&quot;L1Regularization&quot;:3.513473837114804E-09,&quot;L2Regularization&quot;:0.0433540847974199,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">61</div></i></td><td><div class=\"dni-plaintext\">61</div></td><td><div class=\"dni-plaintext\">0.71794873</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:17,&quot;MinimumExampleCountPerLeaf&quot;:4,&quot;NumberOfTrees&quot;:7,&quot;MaximumBinCountPerFeature&quot;:188,&quot;FeatureFraction&quot;:0.9706237082450256,&quot;LearningRate&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">62</div></i></td><td><div class=\"dni-plaintext\">62</div></td><td><div class=\"dni-plaintext\">0.74358976</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:27,&quot;LearningRate&quot;:0.13355403026446247,&quot;NumberOfTrees&quot;:5,&quot;SubsampleFraction&quot;:0.15386046697596575,&quot;MaximumBinCountPerFeature&quot;:888,&quot;FeatureFraction&quot;:0.936740680377831,&quot;L1Regularization&quot;:3.4373723837235547E-09,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">63</div></i></td><td><div class=\"dni-plaintext\">63</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:9,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:269,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">64</div></i></td><td><div class=\"dni-plaintext\">64</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.886218876692265,&quot;NumberOfTrees&quot;:13,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:417,&quot;FeatureFraction&quot;:0.9680170467780492,&quot;L1Regularization&quot;:8.47624961594785E-09,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">65</div></i></td><td><div class=\"dni-plaintext\">65</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:22,&quot;NumberOfTrees&quot;:11,&quot;MaximumBinCountPerFeature&quot;:290,&quot;FeatureFraction&quot;:0.7285176528290854,&quot;LearningRate&quot;:0.017163031932502376,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">66</div></i></td><td><div class=\"dni-plaintext\">66</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:28,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:64,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.004512799033023984,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">67</div></i></td><td><div class=\"dni-plaintext\">67</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:9,&quot;MinimumExampleCountPerLeaf&quot;:23,&quot;NumberOfTrees&quot;:6,&quot;MaximumBinCountPerFeature&quot;:214,&quot;FeatureFraction&quot;:0.8849962195902784,&quot;LearningRate&quot;:0.0019646333501285775,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">68</div></i></td><td><div class=\"dni-plaintext\">68</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:24,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:5,&quot;SubsampleFraction&quot;:0.054411346991184974,&quot;MaximumBinCountPerFeature&quot;:416,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.026206229778582453,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">69</div></i></td><td><div class=\"dni-plaintext\">69</div></td><td><div class=\"dni-plaintext\">0.55128205</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:36,&quot;LearningRate&quot;:0.010123447150533435,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:178,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2.6449922882773137E-10,&quot;L2Regularization&quot;:0.5727331266453172,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">70</div></i></td><td><div class=\"dni-plaintext\">70</div></td><td><div class=\"dni-plaintext\">0.78205127</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:10,&quot;MinimumExampleCountPerLeaf&quot;:4,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:129,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.001053532525548438,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">71</div></i></td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">0.78205127</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.24419454354909859,&quot;NumberOfTrees&quot;:10,&quot;SubsampleFraction&quot;:0.8329344926318697,&quot;MaximumBinCountPerFeature&quot;:584,&quot;FeatureFraction&quot;:0.904403768637904,&quot;L1Regularization&quot;:1.1931916962349044E-09,&quot;L2Regularization&quot;:0.38418836413753554,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">72</div></i></td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:17,&quot;NumberOfTrees&quot;:13,&quot;MaximumBinCountPerFeature&quot;:276,&quot;FeatureFraction&quot;:0.9204029948380185,&quot;LearningRate&quot;:0.02197098617214395,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">73</div></i></td><td><div class=\"dni-plaintext\">73</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:27,&quot;MinimumExampleCountPerLeaf&quot;:21,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:6,&quot;SubsampleFraction&quot;:0.00868893300522795,&quot;MaximumBinCountPerFeature&quot;:324,&quot;FeatureFraction&quot;:0.9318967218603922,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.07004140316870679,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">74</div></i></td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:19,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:221,&quot;FeatureFraction&quot;:0.685118168876668,&quot;LearningRate&quot;:0.00034811686037866446,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">75</div></i></td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:21,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.244865627095882,&quot;MaximumBinCountPerFeature&quot;:298,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.5017259451779883,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">76</div></i></td><td><div class=\"dni-plaintext\">76</div></td><td><div class=\"dni-plaintext\">0.75641024</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:9,&quot;MinimumExampleCountPerLeaf&quot;:12,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:208,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.5604212113153627,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">77</div></i></td><td><div class=\"dni-plaintext\">77</div></td><td><div 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style=\"display: none\"><td><i><div class=\"dni-plaintext\">78</div></i></td><td><div class=\"dni-plaintext\">78</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:168,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.051941788623076766,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">79</div></i></td><td><div class=\"dni-plaintext\">79</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:11,&quot;SubsampleFraction&quot;:0.3446250674380275,&quot;MaximumBinCountPerFeature&quot;:340,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.5946552591613298,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">80</div></i></td><td><div class=\"dni-plaintext\">80</div></td><td><div class=\"dni-plaintext\">0.7692308</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:9,&quot;MinimumExampleCountPerLeaf&quot;:17,&quot;NumberOfTrees&quot;:11,&quot;MaximumBinCountPerFeature&quot;:263,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.09804945905712256,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">81</div></i></td><td><div class=\"dni-plaintext\">81</div></td><td><div class=\"dni-plaintext\">0.84615386</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:13,&quot;MinimumExampleCountPerLeaf&quot;:38,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:6,&quot;SubsampleFraction&quot;:0.4405472911110531,&quot;MaximumBinCountPerFeature&quot;:130,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:9.368888899165063E-10,&quot;L2Regularization&quot;:0.33191189840082563,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">82</div></i></td><td><div class=\"dni-plaintext\">82</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:47,&quot;MinimumExampleCountPerLeaf&quot;:4,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:114,&quot;FeatureFraction&quot;:0.920051028864337,&quot;LearningRate&quot;:0.00033356011633209413,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">83</div></i></td><td><div class=\"dni-plaintext\">83</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:21,&quot;LearningRate&quot;:0.2757783925439816,&quot;NumberOfTrees&quot;:6,&quot;SubsampleFraction&quot;:0.5918229581624088,&quot;MaximumBinCountPerFeature&quot;:511,&quot;FeatureFraction&quot;:0.999258983467278,&quot;L1Regularization&quot;:6.342417124197477E-10,&quot;L2Regularization&quot;:0.3241496096328901,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">84</div></i></td><td><div class=\"dni-plaintext\">84</div></td><td><div class=\"dni-plaintext\">0.55128205</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:55,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.03246318553321279,&quot;NumberOfTrees&quot;:5,&quot;SubsampleFraction&quot;:0.07943416785145811,&quot;MaximumBinCountPerFeature&quot;:259,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:8.048369076579164E-09,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">85</div></i></td><td><div class=\"dni-plaintext\">85</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:13,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:218,&quot;FeatureFraction&quot;:0.9812048958135692,&quot;LearningRate&quot;:0.12557954733041993,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">86</div></i></td><td><div class=\"dni-plaintext\">86</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:25,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:327,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.054208556396818666,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">87</div></i></td><td><div class=\"dni-plaintext\">87</div></td><td><div class=\"dni-plaintext\">0.78205127</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:22,&quot;LearningRate&quot;:0.5568894137455549,&quot;NumberOfTrees&quot;:5,&quot;SubsampleFraction&quot;:0.8742413179107428,&quot;MaximumBinCountPerFeature&quot;:428,&quot;FeatureFraction&quot;:0.9956111041582789,&quot;L1Regularization&quot;:2.629999590964419E-10,&quot;L2Regularization&quot;:0.48959348379861517,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">88</div></i></td><td><div class=\"dni-plaintext\">88</div></td><td><div 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style=\"display: none\"><td><i><div class=\"dni-plaintext\">89</div></i></td><td><div class=\"dni-plaintext\">89</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:10,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:285,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.07670237590301378,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">90</div></i></td><td><div class=\"dni-plaintext\">90</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:584,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.0050602135555907046,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">91</div></i></td><td><div class=\"dni-plaintext\">91</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:13,&quot;SubsampleFraction&quot;:0.2332960278696373,&quot;MaximumBinCountPerFeature&quot;:406,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.3937088145613007,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">92</div></i></td><td><div class=\"dni-plaintext\">92</div></td><td><div class=\"dni-plaintext\">0.7692308</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:15,&quot;MinimumExampleCountPerLeaf&quot;:22,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:18,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:56,&quot;FeatureFraction&quot;:0.8582993790920881,&quot;L1Regularization&quot;:4.3659515140906885E-08,&quot;L2Regularization&quot;:0.42200078763689,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">93</div></i></td><td><div class=\"dni-plaintext\">93</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:6,&quot;MaximumBinCountPerFeature&quot;:202,&quot;FeatureFraction&quot;:0.9622862625951288,&quot;LearningRate&quot;:0.16052966468672575,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">94</div></i></td><td><div class=\"dni-plaintext\">94</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:7,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:63,&quot;FeatureFraction&quot;:0.9781205508279084,&quot;LearningRate&quot;:0.003573329895917196,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">95</div></i></td><td><div class=\"dni-plaintext\">95</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.6473414219701276,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.40205455611242435,&quot;MaximumBinCountPerFeature&quot;:441,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:3.116589448648259E-10,&quot;L2Regularization&quot;:0.29864416302107294,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">96</div></i></td><td><div class=\"dni-plaintext\">96</div></td><td><div class=\"dni-plaintext\">0.7692308</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:10,&quot;MinimumExampleCountPerLeaf&quot;:64,&quot;LearningRate&quot;:0.23277991450277224,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.016090054734599322,&quot;MaximumBinCountPerFeature&quot;:293,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.26105521962871725,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">97</div></i></td><td><div class=\"dni-plaintext\">97</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:7,&quot;MinimumExampleCountPerLeaf&quot;:17,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:257,&quot;FeatureFraction&quot;:0.9907434680947544,&quot;LearningRate&quot;:0.14348634698753257,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">98</div></i></td><td><div class=\"dni-plaintext\">98</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:125,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.00047958427390487336,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">99</div></i></td><td><div class=\"dni-plaintext\">99</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:21,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.5072869434442168,&quot;MaximumBinCountPerFeature&quot;:393,&quot;FeatureFraction&quot;:0.986264965743524,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.645441277583881,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">100</div></i></td><td><div class=\"dni-plaintext\">100</div></td><td><div class=\"dni-plaintext\">0.7692308</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:30,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:71,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.7260158880592248,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">101</div></i></td><td><div class=\"dni-plaintext\">101</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:12,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:223,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.08581308913980411,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">102</div></i></td><td><div class=\"dni-plaintext\">102</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:7,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:297,&quot;FeatureFraction&quot;:0.9679607902245961,&quot;LearningRate&quot;:0.03770309695664517,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">103</div></i></td><td><div class=\"dni-plaintext\">103</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.6694290591909812,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.5941905949391018,&quot;MaximumBinCountPerFeature&quot;:403,&quot;FeatureFraction&quot;:0.9930449634737922,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.41991417968880124,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">104</div></i></td><td><div class=\"dni-plaintext\">104</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:28,&quot;MinimumExampleCountPerLeaf&quot;:48,&quot;LearningRate&quot;:0.5410530314325541,&quot;NumberOfTrees&quot;:25,&quot;SubsampleFraction&quot;:0.017961965370964433,&quot;MaximumBinCountPerFeature&quot;:233,&quot;FeatureFraction&quot;:0.764930258745821,&quot;L1Regularization&quot;:1.0111099923957912E-08,&quot;L2Regularization&quot;:0.1517398036488331,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">105</div></i></td><td><div class=\"dni-plaintext\">105</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:245,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.0572872978712518,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">106</div></i></td><td><div class=\"dni-plaintext\">106</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:218,&quot;FeatureFraction&quot;:0.981660741223921,&quot;LearningRate&quot;:0.005872987657154379,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">107</div></i></td><td><div class=\"dni-plaintext\">107</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:58,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:26,&quot;SubsampleFraction&quot;:0.07154720590354785,&quot;MaximumBinCountPerFeature&quot;:139,&quot;FeatureFraction&quot;:0.9120594138940135,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">108</div></i></td><td><div class=\"dni-plaintext\">108</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:10,&quot;SubsampleFraction&quot;:0.34325185993392665,&quot;MaximumBinCountPerFeature&quot;:430,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2.819484455342781E-10,&quot;L2Regularization&quot;:0.4590396786937338,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">109</div></i></td><td><div class=\"dni-plaintext\">109</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:236,&quot;FeatureFraction&quot;:0.9945330846919433,&quot;LearningRate&quot;:0.21493432474435092,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">110</div></i></td><td><div class=\"dni-plaintext\">110</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:7,&quot;MinimumExampleCountPerLeaf&quot;:7,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:171,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.003078809872159486,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">111</div></i></td><td><div class=\"dni-plaintext\">111</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:33,&quot;MinimumExampleCountPerLeaf&quot;:24,&quot;LearningRate&quot;:0.0889623253645634,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:119,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:6.127859315554817E-08,&quot;L2Regularization&quot;:0.007705487964387045,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">112</div></i></td><td><div class=\"dni-plaintext\">112</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9453587422235462,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.3799006964756637,&quot;MaximumBinCountPerFeature&quot;:432,&quot;FeatureFraction&quot;:0.9873590923405403,&quot;L1Regularization&quot;:2.2563726658538499E-10,&quot;L2Regularization&quot;:0.4898580045973898,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">113</div></i></td><td><div class=\"dni-plaintext\">113</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:7,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:245,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.11927056391927672,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">114</div></i></td><td><div class=\"dni-plaintext\">114</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:52,&quot;MinimumExampleCountPerLeaf&quot;:30,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.0445771977013063,&quot;MaximumBinCountPerFeature&quot;:57,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.8543879764346884,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">115</div></i></td><td><div class=\"dni-plaintext\">115</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:169,&quot;FeatureFraction&quot;:0.9570040866524732,&quot;LearningRate&quot;:0.001534891644300768,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">116</div></i></td><td><div class=\"dni-plaintext\">116</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.5368693154821802,&quot;MaximumBinCountPerFeature&quot;:401,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.3934962138297928,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">117</div></i></td><td><div class=\"dni-plaintext\">117</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:234,&quot;FeatureFraction&quot;:0.9980807925597529,&quot;LearningRate&quot;:0.10323592242524768,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">118</div></i></td><td><div class=\"dni-plaintext\">118</div></td><td><div class=\"dni-plaintext\">0.75641024</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:47,&quot;LearningRate&quot;:0.05001119628127495,&quot;NumberOfTrees&quot;:31,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:287,&quot;FeatureFraction&quot;:0.8822037780674191,&quot;L1Regularization&quot;:8.305739969647324E-09,&quot;L2Regularization&quot;:0.12894084577331516,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">119</div></i></td><td><div class=\"dni-plaintext\">119</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:220,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.01178051391774631,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">120</div></i></td><td><div class=\"dni-plaintext\">120</div></td><td><div class=\"dni-plaintext\">0.7692308</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.44904772128527626,&quot;MaximumBinCountPerFeature&quot;:427,&quot;FeatureFraction&quot;:0.99999339874991,&quot;L1Regularization&quot;:2.005411528894959E-10,&quot;L2Regularization&quot;:0.3599636671132553,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">121</div></i></td><td><div class=\"dni-plaintext\">121</div></td><td><div class=\"dni-plaintext\">0.85897434</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:34,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:56,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:1.1267505839134357E-08,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">122</div></i></td><td><div class=\"dni-plaintext\">122</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:237,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.10205522745599335,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">123</div></i></td><td><div class=\"dni-plaintext\">123</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:181,&quot;FeatureFraction&quot;:0.9784936555502053,&quot;LearningRate&quot;:0.010309982707123987,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">124</div></i></td><td><div class=\"dni-plaintext\">124</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:7,&quot;MinimumExampleCountPerLeaf&quot;:53,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:79,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:202,&quot;FeatureFraction&quot;:0.8392469068914501,&quot;L1Regularization&quot;:1.467127051842148E-06,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">125</div></i></td><td><div class=\"dni-plaintext\">125</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9385462361946781,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.45419900202215013,&quot;MaximumBinCountPerFeature&quot;:406,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.5354909057047776,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">126</div></i></td><td><div class=\"dni-plaintext\">126</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:244,&quot;FeatureFraction&quot;:0.9928700904487591,&quot;LearningRate&quot;:0.12065042615965377,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">127</div></i></td><td><div class=\"dni-plaintext\">127</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:22,&quot;LearningRate&quot;:0.4926628914682607,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.007187610797015369,&quot;MaximumBinCountPerFeature&quot;:15,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.012061168233193668,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">128</div></i></td><td><div class=\"dni-plaintext\">128</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:206,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.0017538159754063947,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">129</div></i></td><td><div class=\"dni-plaintext\">129</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.403861022492246,&quot;MaximumBinCountPerFeature&quot;:422,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2.1005304292969923E-10,&quot;L2Regularization&quot;:0.45666750681338714,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">130</div></i></td><td><div class=\"dni-plaintext\">130</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:231,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.10819269244559744,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">131</div></i></td><td><div class=\"dni-plaintext\">131</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:16,&quot;MinimumExampleCountPerLeaf&quot;:54,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:5,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:56,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:1.351703926200455E-09,&quot;L2Regularization&quot;:0.01668662793444312,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">132</div></i></td><td><div class=\"dni-plaintext\">132</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:216,&quot;FeatureFraction&quot;:0.9961783865950565,&quot;LearningRate&quot;:0.004551109527132952,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">133</div></i></td><td><div class=\"dni-plaintext\">133</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9879850949076089,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.5050178539376352,&quot;MaximumBinCountPerFeature&quot;:413,&quot;FeatureFraction&quot;:0.9980060241811942,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.4220954354040752,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">134</div></i></td><td><div class=\"dni-plaintext\">134</div></td><td><div class=\"dni-plaintext\">0.55128205</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:22,&quot;LearningRate&quot;:3.741191222784506E-05,&quot;NumberOfTrees&quot;:15,&quot;SubsampleFraction&quot;:0.069592147525773,&quot;MaximumBinCountPerFeature&quot;:55,&quot;FeatureFraction&quot;:0.8853514766254029,&quot;L1Regularization&quot;:9.392344386525028E-08,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">135</div></i></td><td><div class=\"dni-plaintext\">135</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:248,&quot;FeatureFraction&quot;:0.9945864711409648,&quot;LearningRate&quot;:0.11380626922264042,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">136</div></i></td><td><div class=\"dni-plaintext\">136</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:171,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.00397305586036042,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">137</div></i></td><td><div class=\"dni-plaintext\">137</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9809515907274602,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.43245960676249784,&quot;MaximumBinCountPerFeature&quot;:424,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.4495057566930409,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">138</div></i></td><td><div class=\"dni-plaintext\">138</div></td><td><div class=\"dni-plaintext\">0.75641024</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.07244272325537221,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.0060510500902206865,&quot;MaximumBinCountPerFeature&quot;:39,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:1.5193551818456065E-09,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">139</div></i></td><td><div class=\"dni-plaintext\">139</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:245,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.11211125052384763,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">140</div></i></td><td><div class=\"dni-plaintext\">140</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:184,&quot;FeatureFraction&quot;:0.986425863172365,&quot;LearningRate&quot;:0.0038274384141793022,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">141</div></i></td><td><div class=\"dni-plaintext\">141</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.4716209876685757,&quot;MaximumBinCountPerFeature&quot;:410,&quot;FeatureFraction&quot;:0.9993057131212056,&quot;L1Regularization&quot;:2.0113471222077266E-10,&quot;L2Regularization&quot;:0.4288204706017158,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">142</div></i></td><td><div class=\"dni-plaintext\">142</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:98,&quot;MinimumExampleCountPerLeaf&quot;:90,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:77,&quot;FeatureFraction&quot;:0.7319327142924216,&quot;L1Regularization&quot;:8.355958458686936E-08,&quot;L2Regularization&quot;:0.1425292165357665,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">143</div></i></td><td><div class=\"dni-plaintext\">143</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:234,&quot;FeatureFraction&quot;:0.9972510760031911,&quot;LearningRate&quot;:0.10982846616064501,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">144</div></i></td><td><div class=\"dni-plaintext\">144</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:202,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.00472425952327045,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">145</div></i></td><td><div class=\"dni-plaintext\">145</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9974975564131737,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.4304816679509358,&quot;MaximumBinCountPerFeature&quot;:420,&quot;FeatureFraction&quot;:0.9970923953463169,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.4395973712081773,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">146</div></i></td><td><div class=\"dni-plaintext\">146</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:19,&quot;MinimumExampleCountPerLeaf&quot;:38,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:18,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:82,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:1.4011452122824005E-08,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">147</div></i></td><td><div class=\"dni-plaintext\">147</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:238,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.10329952965800421,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">148</div></i></td><td><div class=\"dni-plaintext\">148</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:191,&quot;FeatureFraction&quot;:0.9948686116262102,&quot;LearningRate&quot;:0.005212336241274814,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">149</div></i></td><td><div class=\"dni-plaintext\">149</div></td><td><div class=\"dni-plaintext\">0.55128205</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:30,&quot;LearningRate&quot;:0.003347868796759433,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.8321971380627191,&quot;MaximumBinCountPerFeature&quot;:37,&quot;FeatureFraction&quot;:0.8385936303039835,&quot;L1Regularization&quot;:9.060922930901642E-09,&quot;L2Regularization&quot;:6.455121947369251E-05,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">150</div></i></td><td><div class=\"dni-plaintext\">150</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.47378794976082267,&quot;MaximumBinCountPerFeature&quot;:413,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2.0449329165727705E-10,&quot;L2Regularization&quot;:0.43848594816097597,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">151</div></i></td><td><div class=\"dni-plaintext\">151</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:242,&quot;FeatureFraction&quot;:0.9985207577384149,&quot;LearningRate&quot;:0.11919712243754557,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">152</div></i></td><td><div class=\"dni-plaintext\">152</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:195,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.0034690418155938715,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">153</div></i></td><td><div class=\"dni-plaintext\">153</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9875536710355137,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.451193051081063,&quot;MaximumBinCountPerFeature&quot;:417,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.4307233165626238,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">154</div></i></td><td><div class=\"dni-plaintext\">154</div></td><td><div class=\"dni-plaintext\">0.71794873</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:98,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.0644162919155316,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.41162283655234083,&quot;MaximumBinCountPerFeature&quot;:37,&quot;FeatureFraction&quot;:0.7203029638055938,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.034860713946865976,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">155</div></i></td><td><div class=\"dni-plaintext\">155</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:242,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.10696465499132912,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">156</div></i></td><td><div class=\"dni-plaintext\">156</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:186,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.004262595798202088,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">157</div></i></td><td><div class=\"dni-plaintext\">157</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.45203937955030576,&quot;MaximumBinCountPerFeature&quot;:416,&quot;FeatureFraction&quot;:0.9981949481361935,&quot;L1Regularization&quot;:2.025555433445255E-10,&quot;L2Regularization&quot;:0.4475199338210536,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">158</div></i></td><td><div class=\"dni-plaintext\">158</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:62,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:34,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:83,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:1.7098585886936224E-06,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">159</div></i></td><td><div class=\"dni-plaintext\">159</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:238,&quot;FeatureFraction&quot;:0.9999091096238898,&quot;LearningRate&quot;:0.11511285373083403,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">160</div></i></td><td><div class=\"dni-plaintext\">160</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:199,&quot;FeatureFraction&quot;:0.9984784766005562,&quot;LearningRate&quot;:0.004241972083195035,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">161</div></i></td><td><div class=\"dni-plaintext\">161</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9795390418276582,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.4490543171625842,&quot;MaximumBinCountPerFeature&quot;:414,&quot;FeatureFraction&quot;:0.9998367255630687,&quot;L1Regularization&quot;:2.0001767433240127E-10,&quot;L2Regularization&quot;:0.4386424128154115,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">162</div></i></td><td><div class=\"dni-plaintext\">162</div></td><td><div class=\"dni-plaintext\">0.55128205</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:11,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.0006555700775625141,&quot;NumberOfTrees&quot;:12,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:191,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:1.4314990331909428E-08,&quot;L2Regularization&quot;:0.008999243774438493,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">163</div></i></td><td><div class=\"dni-plaintext\">163</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:240,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.11242300428051438,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">164</div></i></td><td><div class=\"dni-plaintext\">164</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:193,&quot;FeatureFraction&quot;:0.9954364105703314,&quot;LearningRate&quot;:0.0041826281052487506,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">165</div></i></td><td><div class=\"dni-plaintext\">165</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.454192330577792,&quot;MaximumBinCountPerFeature&quot;:419,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.43944056591811115,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">166</div></i></td><td><div class=\"dni-plaintext\">166</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:63,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:6,&quot;SubsampleFraction&quot;:0.29900801356732754,&quot;MaximumBinCountPerFeature&quot;:15,&quot;FeatureFraction&quot;:0.7642794779888986,&quot;L1Regularization&quot;:8.868793124640008E-09,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">167</div></i></td><td><div class=\"dni-plaintext\">167</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:239,&quot;FeatureFraction&quot;:0.9999361935678194,&quot;LearningRate&quot;:0.10952390716817141,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">168</div></i></td><td><div class=\"dni-plaintext\">168</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:194,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.0043230743740345886,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">169</div></i></td><td><div class=\"dni-plaintext\">169</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9946610541556414,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.45881906956691476,&quot;MaximumBinCountPerFeature&quot;:416,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2.0090135052784844E-10,&quot;L2Regularization&quot;:0.4381625094670359,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">170</div></i></td><td><div class=\"dni-plaintext\">170</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:240,&quot;FeatureFraction&quot;:0.9990055996338025,&quot;LearningRate&quot;:0.11088859821451635,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">171</div></i></td><td><div class=\"dni-plaintext\">171</div></td><td><div class=\"dni-plaintext\">0.7692308</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:24,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:33,&quot;SubsampleFraction&quot;:0.36804834431303673,&quot;MaximumBinCountPerFeature&quot;:43,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2.0869102802757798E-07,&quot;L2Regularization&quot;:0.007165022012028285,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">172</div></i></td><td><div class=\"dni-plaintext\">172</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:194,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.0042028205469075335,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">173</div></i></td><td><div class=\"dni-plaintext\">173</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.4445260460961458,&quot;MaximumBinCountPerFeature&quot;:417,&quot;FeatureFraction&quot;:0.9996413848245113,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.4399218690749071,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">174</div></i></td><td><div class=\"dni-plaintext\">174</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:239,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.11103942950533312,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">175</div></i></td><td><div class=\"dni-plaintext\">175</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:33,&quot;MinimumExampleCountPerLeaf&quot;:49,&quot;LearningRate&quot;:0.6771070732356907,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:70,&quot;FeatureFraction&quot;:0.9376915484145855,&quot;L1Regularization&quot;:6.08347608590769E-10,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">176</div></i></td><td><div class=\"dni-plaintext\">176</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:193,&quot;FeatureFraction&quot;:0.9963482575373723,&quot;LearningRate&quot;:0.004302304173139738,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">177</div></i></td><td><div class=\"dni-plaintext\">177</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.995991448637159,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.45170892851219663,&quot;MaximumBinCountPerFeature&quot;:416,&quot;FeatureFraction&quot;:0.9994657783478172,&quot;L1Regularization&quot;:2.000797774369366E-10,&quot;L2Regularization&quot;:0.4418260894164751,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">178</div></i></td><td><div class=\"dni-plaintext\">178</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:239,&quot;FeatureFraction&quot;:0.9999015941661171,&quot;LearningRate&quot;:0.10928526031789926,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">179</div></i></td><td><div class=\"dni-plaintext\">179</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:22,&quot;MinimumExampleCountPerLeaf&quot;:45,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:44,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:8.046395916196809E-08,&quot;L2Regularization&quot;:0.12734396398414205,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">180</div></i></td><td><div class=\"dni-plaintext\">180</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:193,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.004048626936672696,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">181</div></i></td><td><div class=\"dni-plaintext\">181</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:240,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.11266850304028889,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">182</div></i></td><td><div class=\"dni-plaintext\">182</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.45152312472518685,&quot;MaximumBinCountPerFeature&quot;:417,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.4362740787395939,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">183</div></i></td><td><div class=\"dni-plaintext\">183</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:27,&quot;LearningRate&quot;:0.35294341953867464,&quot;NumberOfTrees&quot;:29,&quot;SubsampleFraction&quot;:0.7530498181949746,&quot;MaximumBinCountPerFeature&quot;:68,&quot;FeatureFraction&quot;:0.9644498035345129,&quot;L1Regularization&quot;:1.5778081162942983E-09,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">184</div></i></td><td><div class=\"dni-plaintext\">184</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:194,&quot;FeatureFraction&quot;:0.9994428370022009,&quot;LearningRate&quot;:0.004466159184520466,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">185</div></i></td><td><div class=\"dni-plaintext\">185</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:239,&quot;FeatureFraction&quot;:0.9998797196984719,&quot;LearningRate&quot;:0.11137420314060402,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">186</div></i></td><td><div class=\"dni-plaintext\">186</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:24,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:6,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:56,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2.880280311241769E-08,&quot;L2Regularization&quot;:0.19330204451235186,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">187</div></i></td><td><div class=\"dni-plaintext\">187</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9980984510780525,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.4478844293544203,&quot;MaximumBinCountPerFeature&quot;:416,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.4396669643837235,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">188</div></i></td><td><div class=\"dni-plaintext\">188</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:194,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.00434497003886614,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">189</div></i></td><td><div class=\"dni-plaintext\">189</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:240,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.11055528423257473,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">190</div></i></td><td><div class=\"dni-plaintext\">190</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:11,&quot;MinimumExampleCountPerLeaf&quot;:48,&quot;LearningRate&quot;:0.2588061456655559,&quot;NumberOfTrees&quot;:10,&quot;SubsampleFraction&quot;:0.7059254267018639,&quot;MaximumBinCountPerFeature&quot;:55,&quot;FeatureFraction&quot;:0.9320549984182646,&quot;L1Regularization&quot;:4.407789316179169E-09,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">191</div></i></td><td><div class=\"dni-plaintext\">191</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.4553786948165988,&quot;MaximumBinCountPerFeature&quot;:417,&quot;FeatureFraction&quot;:0.9998527758341993,&quot;L1Regularization&quot;:2.0145137348980665E-10,&quot;L2Regularization&quot;:0.4384165419238991,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">192</div></i></td><td><div class=\"dni-plaintext\">192</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:193,&quot;FeatureFraction&quot;:0.9987439336059069,&quot;LearningRate&quot;:0.004161550532264737,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">193</div></i></td><td><div class=\"dni-plaintext\">193</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:240,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.11057452421346584,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">194</div></i></td><td><div class=\"dni-plaintext\">194</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:36,&quot;LearningRate&quot;:0.5547501693472703,&quot;NumberOfTrees&quot;:10,&quot;SubsampleFraction&quot;:0.7705816561499057,&quot;MaximumBinCountPerFeature&quot;:53,&quot;FeatureFraction&quot;:0.9792682340637769,&quot;L1Regularization&quot;:6.329697242473597E-08,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">195</div></i></td><td><div class=\"dni-plaintext\">195</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9992689436251524,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.4518216324532306,&quot;MaximumBinCountPerFeature&quot;:417,&quot;FeatureFraction&quot;:0.9998628017268241,&quot;L1Regularization&quot;:2.0044491093303547E-10,&quot;L2Regularization&quot;:0.4370185692041162,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">196</div></i></td><td><div class=\"dni-plaintext\">196</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:193,&quot;FeatureFraction&quot;:0.9995549825665064,&quot;LearningRate&quot;:0.004272385062853728,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">197</div></i></td><td><div class=\"dni-plaintext\">197</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:239,&quot;FeatureFraction&quot;:0.99982496862214,&quot;LearningRate&quot;:0.11135482401548069,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">198</div></i></td><td><div class=\"dni-plaintext\">198</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:31,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:56,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2.005730810993937E-09,&quot;L2Regularization&quot;:0.23554332788374244,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">199</div></i></td><td><div class=\"dni-plaintext\">199</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.4514104952449467,&quot;MaximumBinCountPerFeature&quot;:416,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.44107340901859926,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">200</div></i></td><td><div class=\"dni-plaintext\">200</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:194,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.004232252503438914,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">201</div></i></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:240,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.11105801722479863,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">202</div></i></td><td><div class=\"dni-plaintext\">202</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:34,&quot;LearningRate&quot;:0.4782307226995557,&quot;NumberOfTrees&quot;:6,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:46,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:1.1324388568476546E-08,&quot;L2Regularization&quot;:0.7842857390369998,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">203</div></i></td><td><div class=\"dni-plaintext\">203</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9974403947427206,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.45204476253472814,&quot;MaximumBinCountPerFeature&quot;:416,&quot;FeatureFraction&quot;:0.9999115400155268,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.4401553059904643,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">204</div></i></td><td><div class=\"dni-plaintext\">204</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:193,&quot;FeatureFraction&quot;:0.9997096028685339,&quot;LearningRate&quot;:0.0042429280062293295,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">205</div></i></td><td><div class=\"dni-plaintext\">205</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:239,&quot;FeatureFraction&quot;:0.9999915138227958,&quot;LearningRate&quot;:0.1108700388506177,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">206</div></i></td><td><div class=\"dni-plaintext\">206</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:7,&quot;MinimumExampleCountPerLeaf&quot;:34,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:11,&quot;SubsampleFraction&quot;:0.4657941256045173,&quot;MaximumBinCountPerFeature&quot;:64,&quot;FeatureFraction&quot;:0.9836541178475267,&quot;L1Regularization&quot;:1.1210908833376965E-08,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">207</div></i></td><td><div class=\"dni-plaintext\">207</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.4511876782388872,&quot;MaximumBinCountPerFeature&quot;:417,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2.0048363677181182E-10,&quot;L2Regularization&quot;:0.43793012943360066,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">208</div></i></td><td><div class=\"dni-plaintext\">208</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:194,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.004261635444054338,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">209</div></i></td><td><div class=\"dni-plaintext\">209</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:240,&quot;FeatureFraction&quot;:0.9999899009037956,&quot;LearningRate&quot;:0.11100634219086697,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">210</div></i></td><td><div class=\"dni-plaintext\">210</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.45175553375951816,&quot;MaximumBinCountPerFeature&quot;:417,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2.004137322717162E-10,&quot;L2Regularization&quot;:0.43901696858732586,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">211</div></i></td><td><div class=\"dni-plaintext\">211</div></td><td><div class=\"dni-plaintext\">0.78205127</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:33,&quot;LearningRate&quot;:0.6100383875484872,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.7071596156186541,&quot;MaximumBinCountPerFeature&quot;:52,&quot;FeatureFraction&quot;:0.9906989634576624,&quot;L1Regularization&quot;:1.5214826147345224E-08,&quot;L2Regularization&quot;:0.4868732471379364,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">212</div></i></td><td><div class=\"dni-plaintext\">212</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:194,&quot;FeatureFraction&quot;:0.9997141871284229,&quot;LearningRate&quot;:0.004246827078574981,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">213</div></i></td><td><div class=\"dni-plaintext\">213</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:239,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.1109216504334024,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">214</div></i></td><td><div class=\"dni-plaintext\">214</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9990482611047337,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.4514765434542856,&quot;MaximumBinCountPerFeature&quot;:416,&quot;FeatureFraction&quot;:0.9999358201391553,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.4390656487459854,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">215</div></i></td><td><div class=\"dni-plaintext\">215</div></td><td><div class=\"dni-plaintext\">0.7692308</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:35,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:59,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:8.344274630905264E-09,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">216</div></i></td><td><div class=\"dni-plaintext\">216</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:193,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.004257722775937714,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">217</div></i></td><td><div class=\"dni-plaintext\">217</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:14,&quot;NumberOfTrees&quot;:5,&quot;MaximumBinCountPerFeature&quot;:239,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.11081657902673948,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">218</div></i></td><td><div class=\"dni-plaintext\">218</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.45105308982723713,&quot;MaximumBinCountPerFeature&quot;:417,&quot;FeatureFraction&quot;:0.9999698438961019,&quot;L1Regularization&quot;:2.0012928324084513E-10,&quot;L2Regularization&quot;:0.4391130961673195,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">219</div></i></td><td><div class=\"dni-plaintext\">219</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:33,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.7239799766985199,&quot;MaximumBinCountPerFeature&quot;:57,&quot;FeatureFraction&quot;:0.9904807041021407,&quot;L1Regularization&quot;:1.190660919139245E-08,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">220</div></i></td><td><div class=\"dni-plaintext\">220</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:194,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.0042483562986366475,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">221</div></i></td><td><div class=\"dni-plaintext\">221</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:15,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:240,&quot;FeatureFraction&quot;:0.9999696803471235,&quot;LearningRate&quot;:0.11111159352261661,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">222</div></i></td><td><div class=\"dni-plaintext\">222</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.9994747022387395,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.45217964684869566,&quot;MaximumBinCountPerFeature&quot;:416,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.43896953155285073,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">223</div></i></td><td><div class=\"dni-plaintext\">223</div></td><td><div class=\"dni-plaintext\">0.78205127</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:35,&quot;LearningRate&quot;:0.7827804713607109,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:52,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:1.066270722370782E-08,&quot;L2Regularization&quot;:0.6546468358648518,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">224</div></i></td><td><div class=\"dni-plaintext\">224</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:193,&quot;FeatureFraction&quot;:0.9999489887482153,&quot;LearningRate&quot;:0.004256190184359161,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">225</div></i></td><td><div class=\"dni-plaintext\">225</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:30,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:282,&quot;FeatureFraction&quot;:0.9905160646929464,&quot;LearningRate&quot;:0.17597948506655856,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">226</div></i></td><td><div class=\"dni-plaintext\">226</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:33,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.985534280663607,&quot;MaximumBinCountPerFeature&quot;:52,&quot;FeatureFraction&quot;:0.9976993205002382,&quot;L1Regularization&quot;:1.1321654174002437E-08,&quot;L2Regularization&quot;:0.8455530042879921,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">227</div></i></td><td><div class=\"dni-plaintext\">227</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:1,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:1,&quot;MaximumBinCountPerFeature&quot;:255,&quot;FeatureFraction&quot;:1,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:1,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">228</div></i></td><td><div class=\"dni-plaintext\">228</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:194,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.004247555684448261,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">229</div></i></td><td><div class=\"dni-plaintext\">229</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:34,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:300,&quot;FeatureFraction&quot;:0.99999999,&quot;LearningRate&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">230</div></i></td><td><div class=\"dni-plaintext\">230</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:35,&quot;LearningRate&quot;:0.8921236005660056,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:59,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:1.1213616480748328E-08,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">231</div></i></td><td><div class=\"dni-plaintext\">231</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:23,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:4,&quot;SubsampleFraction&quot;:0.6455443224832897,&quot;MaximumBinCountPerFeature&quot;:133,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.6430873554360056,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">232</div></i></td><td><div class=\"dni-plaintext\">232</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:11,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:193,&quot;FeatureFraction&quot;:0.9999545287261131,&quot;LearningRate&quot;:0.004256992426049022,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">233</div></i></td><td><div class=\"dni-plaintext\">233</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:26,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:263,&quot;FeatureFraction&quot;:0.838173261178996,&quot;LearningRate&quot;:0.002745928731725933,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">234</div></i></td><td><div class=\"dni-plaintext\">234</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:34,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:9,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:56,&quot;FeatureFraction&quot;:0.99999999,&quot;L1Regularization&quot;:1.2358702959727156E-08,&quot;L2Regularization&quot;:0.9601196700452771,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">235</div></i></td><td><div class=\"dni-plaintext\">235</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:20,&quot;LearningRate&quot;:0.7841078720726165,&quot;NumberOfTrees&quot;:6,&quot;SubsampleFraction&quot;:0.9999997766729865,&quot;MaximumBinCountPerFeature&quot;:485,&quot;FeatureFraction&quot;:0.8899716456384448,&quot;L1Regularization&quot;:6.31739023563354E-09,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">236</div></i></td><td><div class=\"dni-plaintext\">236</div></td><td><div class=\"dni-plaintext\">0.8333333</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:5,&quot;MinimumExampleCountPerLeaf&quot;:10,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:193,&quot;FeatureFraction&quot;:0.9999727187670442,&quot;LearningRate&quot;:0.004255083755909715,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">237</div></i></td><td><div class=\"dni-plaintext\">237</div></td><td><div class=\"dni-plaintext\">0.82051283</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;FastTreeBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:28,&quot;NumberOfTrees&quot;:4,&quot;MaximumBinCountPerFeature&quot;:443,&quot;FeatureFraction&quot;:0.9406674781956853,&quot;LearningRate&quot;:0.00026545726056535985,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">238</div></i></td><td><div class=\"dni-plaintext\">238</div></td><td><div class=\"dni-plaintext\">0.7948718</div></td><td>ReplaceMissingValues=&gt;OneHotEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:6,&quot;MinimumExampleCountPerLeaf&quot;:34,&quot;LearningRate&quot;:0.9674954616538431,&quot;NumberOfTrees&quot;:7,&quot;SubsampleFraction&quot;:0.9983540132536528,&quot;MaximumBinCountPerFeature&quot;:55,&quot;FeatureFraction&quot;:0.9896484695267328,&quot;L1Regularization&quot;:1.0272654682990215E-08,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">239</div></i></td><td><div class=\"dni-plaintext\">239</div></td><td><div class=\"dni-plaintext\">0.8076923</div></td><td>ReplaceMissingValues=&gt;OneHotHashEncoding=&gt;FeaturizeText=&gt;Concatenate=&gt;LightGbmBinary</td><td>{&quot;0&quot;:{&quot;OutputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;],&quot;InputColumnNames&quot;:[&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;]},&quot;1&quot;:{&quot;OutputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;InputColumnNames&quot;:[&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;]},&quot;2&quot;:{&quot;InputColumnName&quot;:&quot;Name&quot;,&quot;OutputColumnName&quot;:&quot;Name&quot;},&quot;3&quot;:{&quot;InputColumnNames&quot;:[&quot;Name&quot;,&quot;PassengerId&quot;,&quot;Pclass&quot;,&quot;Age&quot;,&quot;SibSp&quot;,&quot;Parch&quot;,&quot;Fare&quot;,&quot;Sex&quot;,&quot;Cabin&quot;,&quot;Embarked&quot;],&quot;OutputColumnName&quot;:&quot;Features&quot;},&quot;4&quot;:{},&quot;5&quot;:{&quot;NumberOfLeaves&quot;:4,&quot;MinimumExampleCountPerLeaf&quot;:31,&quot;LearningRate&quot;:0.9999997766729865,&quot;NumberOfTrees&quot;:13,&quot;SubsampleFraction&quot;:0.544874678911264,&quot;MaximumBinCountPerFeature&quot;:237,&quot;FeatureFraction&quot;:0.8847515636683292,&quot;L1Regularization&quot;:2E-10,&quot;L2Regularization&quot;:0.9999997766729865,&quot;LabelColumnName&quot;:&quot;Survived&quot;,&quot;FeatureColumnName&quot;:&quot;Features&quot;}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">240</div></i></td><td><div class=\"dni-plaintext\">240</div></td><td><div 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= document.querySelectorAll(`#table_637934955862542325 tbody tr:nth-child(n + ${page * 25 + 1 })`); for (let j = 0; j &lt; 25; j++) { pageRows[j].style.display=&#39;table-row&#39;; } \">▶️</button><button style=\"margin: 2px;\" onclick=\"var allRows = document.querySelectorAll(&#39;#table_637934955862542325 tbody tr:nth-child(n)&#39;); for (let i = 0; i &lt; allRows.length; i++) { allRows[i].style.display=&#39;none&#39;; } var page = parseInt(document.querySelector(&#39;#page_637934955862542325&#39;).innerHTML) - 1; page = parseInt(page) + parseInt(10); page = page &lt; 0 ? 0 : page; page = page > 9 ? 9 : page; document.querySelector(&#39;#page_637934955862542325&#39;).innerHTML = page + 1; var page = parseInt(document.querySelector(&#39;#page_637934955862542325&#39;).innerHTML) - 1; var pageRows = document.querySelectorAll(`#table_637934955862542325 tbody tr:nth-child(n + ${page * 25 + 1 })`); for (let j = 0; j &lt; 25; j++) { pageRows[j].style.display=&#39;table-row&#39;; } \">⏩</button><button style=\"margin: 2px;\" onclick=\"var allRows = document.querySelectorAll(&#39;#table_637934955862542325 tbody tr:nth-child(n)&#39;); for (let i = 0; i &lt; allRows.length; i++) { allRows[i].style.display=&#39;none&#39;; } document.querySelector(&#39;#page_637934955862542325&#39;).innerHTML = 10; var page = parseInt(document.querySelector(&#39;#page_637934955862542325&#39;).innerHTML) - 1; var pageRows = document.querySelectorAll(`#table_637934955862542325 tbody tr:nth-child(n + ${page * 25 + 1 })`); for (let j = 0; j &lt; 25; j++) { pageRows[j].style.display=&#39;table-row&#39;; } \">⏭️</button></td></tr></tfoot></table><script>var page = parseInt(document.querySelector('#page_637934955862542325').innerHTML) - 1; var pageRows = document.querySelectorAll(`#table_637934955862542325 tbody tr:nth-child(n + ${page * 25 + 1 })`); for (let j = 0; j < 25; j++) { pageRows[j].style.display='table-row'; } </script>"
          },
          "execution_count": 1,
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Predicting result from __test.csv__ and write it to csv for submission\n",
        "The following code shows how to consume the best model from previous AutoMLExperiment, generate prediction result and save it to csv. The score for submission should be around 78% and beats over 90% of total submissions."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "dotnet_interactive": {
          "language": "csharp"
        }
      },
      "source": [
        "var bestModel = res.Model;\n",
        "var testDataPath = EnsureDataSetDownloaded(\"titanic-test.csv\");\n",
        "var submissionCsvPath = EnsureDataSetDownloaded(\"titanic-submission.csv\");\n",
        "\n",
        "var testDf = DataFrame.LoadCsv(testDataPath,guessRows: 200);\n",
        "var predictionResult = bestModel.Transform(testDf);\n",
        "var survived = predictionResult.GetColumn<bool>(\"PredictedLabel\");\n",
        "var passengerId = predictionResult.GetColumn<float>(\"PassengerId\");\n",
        "\n",
        "var submissionDf = new DataFrame();\n",
        "submissionDf[\"PassengerId\"] = DataFrameColumn.Create(\"PassengerId\", passengerId);\n",
        "submissionDf[\"Survived\"] = DataFrameColumn.Create(\"Survived\", survived.Select(x => x ? 1 : 0));\n",
        "DataFrame.WriteCsv(submissionDf, submissionCsvPath);\n",
        "\n",
        "submissionDf.Head(10)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": "<table id=\"table_637934955912132034\"><thead><tr><th><i>index</i></th><th>PassengerId</th><th>Survived</th></tr></thead><tbody><tr><td><i><div class=\"dni-plaintext\">0</div></i></td><td><div class=\"dni-plaintext\">892</div></td><td><div class=\"dni-plaintext\">0</div></td></tr><tr><td><i><div class=\"dni-plaintext\">1</div></i></td><td><div class=\"dni-plaintext\">893</div></td><td><div class=\"dni-plaintext\">0</div></td></tr><tr><td><i><div class=\"dni-plaintext\">2</div></i></td><td><div class=\"dni-plaintext\">894</div></td><td><div class=\"dni-plaintext\">0</div></td></tr><tr><td><i><div class=\"dni-plaintext\">3</div></i></td><td><div class=\"dni-plaintext\">895</div></td><td><div class=\"dni-plaintext\">0</div></td></tr><tr><td><i><div class=\"dni-plaintext\">4</div></i></td><td><div class=\"dni-plaintext\">896</div></td><td><div class=\"dni-plaintext\">1</div></td></tr><tr><td><i><div class=\"dni-plaintext\">5</div></i></td><td><div class=\"dni-plaintext\">897</div></td><td><div class=\"dni-plaintext\">0</div></td></tr><tr><td><i><div class=\"dni-plaintext\">6</div></i></td><td><div class=\"dni-plaintext\">898</div></td><td><div class=\"dni-plaintext\">1</div></td></tr><tr><td><i><div class=\"dni-plaintext\">7</div></i></td><td><div class=\"dni-plaintext\">899</div></td><td><div class=\"dni-plaintext\">0</div></td></tr><tr><td><i><div class=\"dni-plaintext\">8</div></i></td><td><div class=\"dni-plaintext\">900</div></td><td><div class=\"dni-plaintext\">1</div></td></tr><tr><td><i><div class=\"dni-plaintext\">9</div></i></td><td><div class=\"dni-plaintext\">901</div></td><td><div class=\"dni-plaintext\">0</div></td></tr></tbody></table>"
          },
          "execution_count": 1,
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## How can I improve the result\n",
        "If you are looking for improve the submission result, feature engineering should always be the first thing you try. The featurizer pipeline this notebook uses is automatically generated by [ML.Net ModelBuilder]() based on hard-code rules so there's a huge room for improvement! Bring your human knowledge and imagination when featurizing columns, digging more information behind them. For example. departure and arrival information is available from `Ticket`. `Name` also includes ton of useful information as well, last name might indicate their social status, which proves to be strongly related to survival rate. There's no limitation in feature engineering, use your imagination and explore!"
      ]
    }
  ],
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